Bibliographic record
Abstract
Case in Health Law Chaoulli v Quebec: Testing the Single-payer SystemOn June 9, 2005, the Supreme Court of Canada struck down a Quebec law that banned the use of private insurance for publicly insured health services covered under that province's universal health care system, Medicare [1].The goal of the long-standing ban was to prevent those who could afford it from "jumping the line," and paying for faster service with private insurance rather than waiting their turn for Medicare treatment, as those with less money must do.The historic ruling threatens to alter the country's determined resistance to a 2-tiered system of payment for medical services.The following comments, based on a discussion with Canadian Medical Association president, Albert J. Schumacher, MD, and a written statement from physicians Sylvia R. Cruess, MD, and Richard L. Cruess, MD, provide some background for the landmark Court decision and some thoughts on its implications for the country's universal health care system.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.023 | 0.052 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.023 | 0.011 |
| Scholarly communication | 0.010 | 0.005 |
| Open science | 0.006 | 0.003 |
| Research integrity | 0.010 | 0.012 |
| Insufficient payload (model declined to judge) | 0.014 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".